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Record W7117530647 · doi:10.1111/maq.70055

Violence in harm reduction: Exploring the social, political, and emotional conditions of harm reduction work

2025· article· en· W7117530647 on OpenAlexaff
Guillaume Dumont, Marie Jauffret‐Roustide

Bibliographic record

VenueMedical Anthropology Quarterly · 2025
Typearticle
Languageen
FieldMedicine
TopicHIV, Drug Use, Sexual Risk
Canadian institutionsBritish Columbia Centre on Substance UseInstitute on Governance
Fundersnot available
KeywordsHarmNarrativePower (physics)Harm reductionPerceptionPoliticsPoison controlSuicide prevention

Abstract

fetched live from OpenAlex

Harm reduction professionals strive to reduce the health, social, and legal consequences associated with drug use in contexts permeated by violence. Building on fieldwork in Paris and Barcelona, we examine how they make sense of this violence. In Paris, the discussion of violence primarily hinges on the narratives of suffering from people who use drugs and the obstacles posed by the political context. In Barcelona, the narrative emphasizes precariousness and deficiencies in organizational violence management, which intensifies perceptions of violence. Moving beyond polarized understandings of violence, we argue that violence is socially constructed as an inherent aspect of the culture of harm reduction work. This process involves mechanisms of naturalization, delegitimization, and normalization, shaping work experiences and the construction of the professional self. Although violence manifests in similar forms and manifestations across settings, experiences of that violence differ based on how it perpetuates power dynamics and inequalities within the workplace.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.561
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.005
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.059
GPT teacher head0.397
Teacher spread0.338 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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